Author: Kieran D. Mathieson
Publisher:
ISBN:
Category :
Languages : en
Pages : 147
Book Description
˜Aœ machine learning approach to flexible manufacturing system scheduling
Author: Kieran D. Mathieson
Publisher:
ISBN:
Category :
Languages : en
Pages : 147
Book Description
Publisher:
ISBN:
Category :
Languages : en
Pages : 147
Book Description
A Machine Learning Approach to Flexible Manufacturing System Scheduling
Author: Kieran Donald Mathieson
Publisher:
ISBN:
Category : Production control
Languages : en
Pages : 294
Book Description
Publisher:
ISBN:
Category : Production control
Languages : en
Pages : 294
Book Description
Generic Multi-Agent Reinforcement Learning Approach for Flexible Job-Shop Scheduling
Author: Schirin Bär
Publisher: Springer Nature
ISBN: 3658391790
Category : Computers
Languages : en
Pages : 163
Book Description
The production control of flexible manufacturing systems is a relevant component that must go along with the requirements of being flexible in terms of new product variants, new machine skills and reaction to unforeseen events during runtime. This work focuses on developing a reactive job-shop scheduling system for flexible and re-configurable manufacturing systems. Reinforcement Learning approaches are therefore investigated for the concept of multiple agents that control products including transportation and resource allocation.
Publisher: Springer Nature
ISBN: 3658391790
Category : Computers
Languages : en
Pages : 163
Book Description
The production control of flexible manufacturing systems is a relevant component that must go along with the requirements of being flexible in terms of new product variants, new machine skills and reaction to unforeseen events during runtime. This work focuses on developing a reactive job-shop scheduling system for flexible and re-configurable manufacturing systems. Reinforcement Learning approaches are therefore investigated for the concept of multiple agents that control products including transportation and resource allocation.
Learning in Automated Manufacturing
Author: Erwin Pesch
Publisher: Physica
ISBN:
Category : Business & Economics
Languages : en
Pages : 280
Book Description
The central purpose of this book is to acquaint the reader especially with the cases of local search based learning as well as to introduce methods of constraint based reasoning, both with respect to their use in automated manufacturing. We restrict our attention to job shop scheduling as well as to one-machine scheduling with sequence dependent setup times. Additionally some design and planning issues in flexible manufacturing systems are considered. General purpose search methods which in particular include methods from local search such as simulated annealing, tabu search, and genetic algorithms, are the basic ingredients of the proposed intelligent knowledge-based scheduling systems, enriched by a number of constraint-based local decision rules in order to introduce problem specific knowledge.
Publisher: Physica
ISBN:
Category : Business & Economics
Languages : en
Pages : 280
Book Description
The central purpose of this book is to acquaint the reader especially with the cases of local search based learning as well as to introduce methods of constraint based reasoning, both with respect to their use in automated manufacturing. We restrict our attention to job shop scheduling as well as to one-machine scheduling with sequence dependent setup times. Additionally some design and planning issues in flexible manufacturing systems are considered. General purpose search methods which in particular include methods from local search such as simulated annealing, tabu search, and genetic algorithms, are the basic ingredients of the proposed intelligent knowledge-based scheduling systems, enriched by a number of constraint-based local decision rules in order to introduce problem specific knowledge.
Learning in Automated Manufacturing
Author: Erwin Pesch
Publisher: Physica
ISBN: 9783642493669
Category : Business & Economics
Languages : en
Pages : 0
Book Description
The central purpose of this book is to acquaint the reader especially with the cases of local search based learning as well as to introduce methods of constraint based reasoning, both with respect to their use in automated manufacturing. We restrict our attention to job shop scheduling as well as to one-machine scheduling with sequence dependent setup times. Additionally some design and planning issues in flexible manufacturing systems are considered. General purpose search methods which in particular include methods from local search such as simulated annealing, tabu search, and genetic algorithms, are the basic ingredients of the proposed intelligent knowledge-based scheduling systems, enriched by a number of constraint-based local decision rules in order to introduce problem specific knowledge.
Publisher: Physica
ISBN: 9783642493669
Category : Business & Economics
Languages : en
Pages : 0
Book Description
The central purpose of this book is to acquaint the reader especially with the cases of local search based learning as well as to introduce methods of constraint based reasoning, both with respect to their use in automated manufacturing. We restrict our attention to job shop scheduling as well as to one-machine scheduling with sequence dependent setup times. Additionally some design and planning issues in flexible manufacturing systems are considered. General purpose search methods which in particular include methods from local search such as simulated annealing, tabu search, and genetic algorithms, are the basic ingredients of the proposed intelligent knowledge-based scheduling systems, enriched by a number of constraint-based local decision rules in order to introduce problem specific knowledge.
Applying Artificial Intelligence to the Scheduling of Flexible Manufacturing Systems: a Pattern Directed Approach
Author: Michael Shaw
Publisher:
ISBN:
Category : Production planning
Languages : en
Pages : 33
Book Description
Publisher:
ISBN:
Category : Production planning
Languages : en
Pages : 33
Book Description
Dynamic Planning and Scheduling in Manufacturing Systems with Machine Learning Approaches
Author:
Publisher:
ISBN:
Category :
Languages : en
Pages :
Book Description
Publisher:
ISBN:
Category :
Languages : en
Pages :
Book Description
REAL-TIME ADAPTIVE SCHEDULING IN FLEXIBLE MANUFACTURING SYSTEMS
Author: John R. Birge
Publisher:
ISBN:
Category :
Languages : en
Pages : 10
Book Description
Publisher:
ISBN:
Category :
Languages : en
Pages : 10
Book Description
A Job Shop Scheduling Approach to Part Type Selection i Flexible Manufacturing Systems
Author: Yeong-Dae Kim
Publisher:
ISBN:
Category :
Languages : en
Pages : 25
Book Description
Publisher:
ISBN:
Category :
Languages : en
Pages : 25
Book Description
Dynamic Planning and Scheduling in Manufacturing Systems with Machine Learning Approaches
Author: Donghai Yang
Publisher:
ISBN:
Category : Algorithms
Languages : en
Pages :
Book Description
Publisher:
ISBN:
Category : Algorithms
Languages : en
Pages :
Book Description